Torre Amazônia Peruana

Dataset statistics

Number of variables	25
Number of observations	35040
Missing cells	20327
Missing cells (%)	2.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	200.0 B

Variable types

DateTime	1
TimeSeries	22
Numeric	2

Alerts

`TA_F_MDS` is highly overall correlated with `SW_IN_POT` and 9 other fields	High correlation
`SW_IN_POT` is highly overall correlated with `TA_F_MDS` and 13 other fields	High correlation
`SW_IN_F_MDS` is highly overall correlated with `TA_F_MDS` and 13 other fields	High correlation
`LW_IN_F` is highly overall correlated with `SW_IN_POT` and 6 other fields	High correlation
`LW_IN_JSB_F` is highly overall correlated with `TA_F_MDS` and 2 other fields	High correlation
`VPD_ERA` is highly overall correlated with `TA_F_MDS` and 12 other fields	High correlation
`VPD_F` is highly overall correlated with `TA_F_MDS` and 13 other fields	High correlation
`P_F` is highly overall correlated with `LW_IN_F`	High correlation
`USTAR` is highly overall correlated with `SW_IN_POT` and 5 other fields	High correlation
`RH` is highly overall correlated with `TA_F_MDS` and 12 other fields	High correlation
`NETRAD` is highly overall correlated with `SW_IN_POT` and 12 other fields	High correlation
`PPFD_IN` is highly overall correlated with `TA_F_MDS` and 13 other fields	High correlation
`CO2_F_MDS` is highly overall correlated with `TA_F_MDS` and 4 other fields	High correlation
`TS_F_MDS_1` is highly overall correlated with `TA_F_MDS` and 13 other fields	High correlation
`LE_F_MDS` is highly overall correlated with `TA_F_MDS` and 12 other fields	High correlation
`H_F_MDS` is highly overall correlated with `SW_IN_POT` and 9 other fields	High correlation
`NIGHT` is highly overall correlated with `SW_IN_POT` and 11 other fields	High correlation
`NPP_DT_VUT_MEAN` is highly overall correlated with `SW_IN_POT` and 11 other fields	High correlation
`Month` is highly overall correlated with `DoY`	High correlation
`DoY` is highly overall correlated with `Month`	High correlation
`WD` has 8593 (24.5%) missing values	Missing
`USTAR` has 8593 (24.5%) missing values	Missing
`RH` has 1047 (3.0%) missing values	Missing
`NETRAD` has 1047 (3.0%) missing values	Missing
`PPFD_IN` has 1047 (3.0%) missing values	Missing
`TA_F_MDS` is non stationary	Non stationary
`SW_IN_POT` is non stationary	Non stationary
`SW_IN_F_MDS` is non stationary	Non stationary
`LW_IN_F` is non stationary	Non stationary
`LW_IN_JSB_F` is non stationary	Non stationary
`VPD_ERA` is non stationary	Non stationary
`VPD_F` is non stationary	Non stationary
`PA_ERA` is non stationary	Non stationary
`P_F` is non stationary	Non stationary
`WS_F` is non stationary	Non stationary
`RH` is non stationary	Non stationary
`NETRAD` is non stationary	Non stationary
`PPFD_IN` is non stationary	Non stationary
`CO2_F_MDS` is non stationary	Non stationary
`TS_F_MDS_1` is non stationary	Non stationary
`LE_F_MDS` is non stationary	Non stationary
`H_F_MDS` is non stationary	Non stationary
`NIGHT` is non stationary	Non stationary
`NPP_DT_VUT_MEAN` is non stationary	Non stationary
`Year` is non stationary	Non stationary
`Month` is non stationary	Non stationary
`DoY` is non stationary	Non stationary
`TA_F_MDS` is seasonal	Seasonal
`SW_IN_POT` is seasonal	Seasonal
`SW_IN_F_MDS` is seasonal	Seasonal
`LW_IN_F` is seasonal	Seasonal
`LW_IN_JSB_F` is seasonal	Seasonal
`VPD_ERA` is seasonal	Seasonal
`VPD_F` is seasonal	Seasonal
`PA_ERA` is seasonal	Seasonal
`P_F` is seasonal	Seasonal
`WS_F` is seasonal	Seasonal
`RH` is seasonal	Seasonal
`NETRAD` is seasonal	Seasonal
`PPFD_IN` is seasonal	Seasonal
`CO2_F_MDS` is seasonal	Seasonal
`TS_F_MDS_1` is seasonal	Seasonal
`LE_F_MDS` is seasonal	Seasonal
`H_F_MDS` is seasonal	Seasonal
`NIGHT` is seasonal	Seasonal
`NPP_DT_VUT_MEAN` is seasonal	Seasonal
`Year` is seasonal	Seasonal
`Month` is seasonal	Seasonal
`DoY` is seasonal	Seasonal
`TIMESTAMP_START` has unique values	Unique
`SW_IN_POT` has 16891 (48.2%) zeros	Zeros
`SW_IN_F_MDS` has 441 (1.3%) zeros	Zeros
`VPD_ERA` has 1257 (3.6%) zeros	Zeros
`VPD_F` has 12055 (34.4%) zeros	Zeros
`P_F` has 12548 (35.8%) zeros	Zeros
`PPFD_IN` has 355 (1.0%) zeros	Zeros
`NIGHT` has 18149 (51.8%) zeros	Zeros

Reproduction

Analysis started	2023-09-05 14:35:33.259041
Analysis finished	2023-09-05 14:39:23.971624
Duration	3 minutes and 50.71 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

TIMESTAMP_START
Date

Distinct	35040
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	273.9 KiB

Minimum	2018-01-01 00:00:00
Maximum	2019-12-31 23:30:00

Histogram

Histogram with fixed size bins (bins=50)

TA_F_MDS
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	10261
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.687193
Minimum	16.646
Maximum	35.454
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	16.646
5-th percentile	22.318
Q1	23.65
median	24.968
Q3	27.517
95-th percentile	30.88605
Maximum	35.454
Range	18.808
Interquartile range (IQR)	3.867

Descriptive statistics

Standard deviation	2.7061071
Coefficient of variation (CV)	0.1053485
Kurtosis	-0.20986186
Mean	25.687193
Median Absolute Deviation (MAD)	1.663
Skewness	0.67347997
Sum	900079.23
Variance	7.3230157
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	8.626641247 × 10^-28

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.087	18	0.1%
24.397	15	< 0.1%
23.652	15	< 0.1%
24.278	15	< 0.1%
24.505	15	< 0.1%
23.607	15	< 0.1%
23.895	15	< 0.1%
24.748	15	< 0.1%
23.76	14	< 0.1%
23.247	14	< 0.1%
Other values (10251)	34889	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.646	1	< 0.1%
17.158	1	< 0.1%
17.296	1	< 0.1%
17.559	1	< 0.1%
17.794	1	< 0.1%
17.873	1	< 0.1%
18.04	1	< 0.1%
18.074	1	< 0.1%
18.08	1	< 0.1%
18.124	1	< 0.1%

Value	Count	Frequency (%)
35.454	1	< 0.1%
35.437	1	< 0.1%
35.414	1	< 0.1%
35.291	1	< 0.1%
35.158	1	< 0.1%
35.104	1	< 0.1%
35.042	1	< 0.1%
34.963	1	< 0.1%
34.918	1	< 0.1%
34.714	1	< 0.1%

ACF and PACF

SW_IN_POT
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	9280
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	419.29992
Minimum	0
Maximum	1396.66
Zeros	16891
Zeros (%)	48.2%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	21.75625
Q3	926.552
95-th percentile	1320.32
Maximum	1396.66
Range	1396.66
Interquartile range (IQR)	926.552

Descriptive statistics

Standard deviation	508.63337
Coefficient of variation (CV)	1.2130538
Kurtosis	-1.2177985
Mean	419.29992
Median Absolute Deviation (MAD)	21.75625
Skewness	0.67732575
Sum	14692269
Variance	258707.91
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9097289582

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16891	48.2%
1324	6	< 0.1%
1145.47	6	< 0.1%
1075.6	6	< 0.1%
1282.16	6	< 0.1%
1034.67	6	< 0.1%
1241.87	6	< 0.1%
1371.77	6	< 0.1%
1297.14	6	< 0.1%
1299.28	6	< 0.1%
Other values (9270)	18095	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16891	48.2%
0.00355701	2	< 0.1%
0.0248898	2	< 0.1%
0.0348239	2	< 0.1%
0.0558635	2	< 0.1%
0.0769754	2	< 0.1%
0.0831225	2	< 0.1%
0.0876438	2	< 0.1%
0.0925519	2	< 0.1%
0.0935894	1	< 0.1%

Value	Count	Frequency (%)
1396.66	2	< 0.1%
1396.54	2	< 0.1%
1396.47	2	< 0.1%
1396.45	2	< 0.1%
1396.37	4	< 0.1%
1396.22	2	< 0.1%
1396.13	2	< 0.1%
1396	2	< 0.1%
1395.83	2	< 0.1%
1395.47	2	< 0.1%

ACF and PACF

SW_IN_F_MDS
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	10445
Distinct (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	160.97425
Minimum	0
Maximum	1083
Zeros	441
Zeros (%)	1.3%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.013
Q1	0.071
median	4.071
Q3	282.525
95-th percentile	687.505
Maximum	1083
Range	1083
Interquartile range (IQR)	282.454

Descriptive statistics

Standard deviation	236.10583
Coefficient of variation (CV)	1.4667304
Kurtosis	0.78306831
Mean	160.97425
Median Absolute Deviation (MAD)	4.069
Skewness	1.3857163
Sum	5640537.8
Variance	55745.961
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	7.525549818 × 10^-29

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	441	1.3%
0.015	391	1.1%
0.014	386	1.1%
0.013	363	1.0%
0.016	339	1.0%
0.017	328	0.9%
0.012	308	0.9%
0.018	277	0.8%
0.011	236	0.7%
0.019	233	0.7%
Other values (10435)	31738	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	441	1.3%
0.001	11	< 0.1%
0.002	21	0.1%
0.003	33	0.1%
0.004	26	0.1%
0.005	23	0.1%
0.006	50	0.1%
0.007	40	0.1%
0.008	72	0.2%
0.009	132	0.4%

Value	Count	Frequency (%)
1083	1	< 0.1%
1053	1	< 0.1%
1052	1	< 0.1%
1024	1	< 0.1%
1016	1	< 0.1%
1012	1	< 0.1%
1007	1	< 0.1%
1001	2	< 0.1%
1000	1	< 0.1%
998	1	< 0.1%

ACF and PACF

LW_IN_F
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	14193
Distinct (%)	40.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	418.08458
Minimum	334.149
Maximum	453.598
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	334.149
5-th percentile	398.77575
Q1	411.0375
median	418.949
Q3	426.38925
95-th percentile	435.2381
Maximum	453.598
Range	119.449
Interquartile range (IQR)	15.35175

Descriptive statistics

Standard deviation	11.965881
Coefficient of variation (CV)	0.028620718
Kurtosis	3.1291055
Mean	418.08458
Median Absolute Deviation (MAD)	7.671
Skewness	-0.92271818
Sum	14649684
Variance	143.18231
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.925372736 × 10^-19

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
424.085	14	< 0.1%
405.603	10	< 0.1%
424.858	10	< 0.1%
415.09	10	< 0.1%
407.896	10	< 0.1%
415.965	8	< 0.1%
426.665	8	< 0.1%
425.794	8	< 0.1%
406.742	8	< 0.1%
427.411	8	< 0.1%
Other values (14183)	34946	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
334.149	2	< 0.1%
337.228	2	< 0.1%
339.054	2	< 0.1%
339.159	2	< 0.1%
342.868	2	< 0.1%
343.62	2	< 0.1%
343.847	2	< 0.1%
344.435	2	< 0.1%
345.336	2	< 0.1%
345.429	2	< 0.1%

Value	Count	Frequency (%)
453.598	2	< 0.1%
452.891	2	< 0.1%
452.227	2	< 0.1%
450.738	2	< 0.1%
450.17	2	< 0.1%
450.167	2	< 0.1%
449.965	2	< 0.1%
449.692	2	< 0.1%
449.661	2	< 0.1%
449.656	2	< 0.1%

ACF and PACF

LW_IN_JSB_F
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	23070
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	482.93272
Minimum	364.068
Maximum	554.475
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	364.068
5-th percentile	446.8559
Q1	471.564
median	482.6075
Q3	496.1555
95-th percentile	519.8324
Maximum	554.475
Range	190.407
Interquartile range (IQR)	24.5915

Descriptive statistics

Standard deviation	22.863622
Coefficient of variation (CV)	0.047343286
Kurtosis	2.5536884
Mean	482.93272
Median Absolute Deviation (MAD)	12.144
Skewness	-0.72912049
Sum	16921963
Variance	522.74521
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.709105382 × 10^-22

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
470.636	13	< 0.1%
480.676	12	< 0.1%
471.799	12	< 0.1%
475.076	12	< 0.1%
472.075	12	< 0.1%
472.32	12	< 0.1%
480.842	12	< 0.1%
473.896	11	< 0.1%
473.047	11	< 0.1%
476.989	11	< 0.1%
Other values (23060)	34922	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
364.068	1	< 0.1%
366.439	1	< 0.1%
367.694	1	< 0.1%
368.266	1	< 0.1%
369.291	1	< 0.1%
369.372	1	< 0.1%
370.383	1	< 0.1%
370.448	1	< 0.1%
371.518	1	< 0.1%
371.543	1	< 0.1%

Value	Count	Frequency (%)
554.475	1	< 0.1%
553.582	1	< 0.1%
553.55	1	< 0.1%
553.117	1	< 0.1%
551.867	1	< 0.1%
551.399	1	< 0.1%
551.106	1	< 0.1%
550.488	1	< 0.1%
549.997	1	< 0.1%
549.41	1	< 0.1%

ACF and PACF

VPD_ERA
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	11022
Distinct (%)	31.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.7364701
Minimum	0
Maximum	24.373
Zeros	1257
Zeros (%)	3.6%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.058
Q1	0.713
median	2.031
Q3	5.377
95-th percentile	12.751
Maximum	24.373
Range	24.373
Interquartile range (IQR)	4.664

Descriptive statistics

Standard deviation	4.1587233
Coefficient of variation (CV)	1.1130086
Kurtosis	1.9097117
Mean	3.7364701
Median Absolute Deviation (MAD)	1.645
Skewness	1.5339199
Sum	130925.91
Variance	17.29498
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	6.68411299 × 10^-29

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1257	3.6%
0.788	24	0.1%
0.573	23	0.1%
0.529	22	0.1%
0.635	20	0.1%
0.503	20	0.1%
0.518	19	0.1%
0.01	19	0.1%
0.22	19	0.1%
0.231	19	0.1%
Other values (11012)	33598	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1257	3.6%
0.001	6	< 0.1%
0.002	7	< 0.1%
0.003	7	< 0.1%
0.004	10	< 0.1%
0.005	5	< 0.1%
0.006	5	< 0.1%
0.007	9	< 0.1%
0.008	12	< 0.1%
0.009	5	< 0.1%

Value	Count	Frequency (%)
24.373	1	< 0.1%
24.043	1	< 0.1%
23.722	1	< 0.1%
23.713	1	< 0.1%
23.688	1	< 0.1%
23.012	1	< 0.1%
23.003	1	< 0.1%
22.975	1	< 0.1%
22.939	1	< 0.1%
22.909	1	< 0.1%

ACF and PACF

VPD_F
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	11394
Distinct (%)	32.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.7323385
Minimum	0
Maximum	29.708
Zeros	12055
Zeros (%)	34.4%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.216
Q3	6.00925
95-th percentile	14.60505
Maximum	29.708
Range	29.708
Interquartile range (IQR)	6.00925

Descriptive statistics

Standard deviation	5.1014438
Coefficient of variation (CV)	1.3668224
Kurtosis	2.1218842
Mean	3.7323385
Median Absolute Deviation (MAD)	1.216
Skewness	1.5969383
Sum	130781.14
Variance	26.024729
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	6.557947821 × 10^-27

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12055	34.4%
1.083	18	0.1%
0.152	15	< 0.1%
0.42	14	< 0.1%
0.064	13	< 0.1%
0.085	12	< 0.1%
0.309	12	< 0.1%
0.226	12	< 0.1%
0.248	12	< 0.1%
0.185	12	< 0.1%
Other values (11384)	22865	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12055	34.4%
0.001	8	< 0.1%
0.002	8	< 0.1%
0.003	6	< 0.1%
0.004	8	< 0.1%
0.005	1	< 0.1%
0.006	7	< 0.1%
0.007	8	< 0.1%
0.008	4	< 0.1%
0.009	5	< 0.1%

Value	Count	Frequency (%)
29.708	1	< 0.1%
29.083	1	< 0.1%
29.074	1	< 0.1%
28.413	1	< 0.1%
28.209	1	< 0.1%
28.198	1	< 0.1%
27.927	1	< 0.1%
27.887	1	< 0.1%
27.858	1	< 0.1%
27.765	1	< 0.1%

ACF and PACF

PA_ERA
Numeric time series

NON STATIONARY SEASONAL

Distinct	1509
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	98.82976
Minimum	98.009
Maximum	99.74
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	98.009
5-th percentile	98.402
Q1	98.655
median	98.83
Q3	99.004
95-th percentile	99.254
Maximum	99.74
Range	1.731
Interquartile range (IQR)	0.349

Descriptive statistics

Standard deviation	0.25881123
Coefficient of variation (CV)	0.002618758
Kurtosis	-0.12154421
Mean	98.82976
Median Absolute Deviation (MAD)	0.175
Skewness	0.04961456
Sum	3462994.8
Variance	0.066983251
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.736917737 × 10^-18

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.892	72	0.2%
98.867	71	0.2%
98.757	70	0.2%
98.746	70	0.2%
98.727	69	0.2%
98.852	69	0.2%
98.847	68	0.2%
98.762	68	0.2%
98.788	67	0.2%
98.789	67	0.2%
Other values (1499)	34349	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
98.009	1	< 0.1%
98.022	1	< 0.1%
98.035	1	< 0.1%
98.047	1	< 0.1%
98.053	1	< 0.1%
98.055	1	< 0.1%
98.064	1	< 0.1%
98.066	2	< 0.1%
98.07	1	< 0.1%
98.071	1	< 0.1%

Value	Count	Frequency (%)
99.74	1	< 0.1%
99.728	1	< 0.1%
99.723	3	< 0.1%
99.716	2	< 0.1%
99.709	1	< 0.1%
99.707	1	< 0.1%
99.706	2	< 0.1%
99.697	1	< 0.1%
99.689	2	< 0.1%
99.688	1	< 0.1%

ACF and PACF

P_F
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	1498
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1617718
Minimum	0
Maximum	4.809
Zeros	12548
Zeros (%)	35.8%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.115
95-th percentile	0.9012
Maximum	4.809
Range	4.809
Interquartile range (IQR)	0.115

Descriptive statistics

Standard deviation	0.39751466
Coefficient of variation (CV)	2.4572555
Kurtosis	27.282971
Mean	0.1617718
Median Absolute Deviation (MAD)	0.01
Skewness	4.5353091
Sum	5668.484
Variance	0.15801791
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12548	35.8%
0.001	1466	4.2%
0.002	650	1.9%
0.003	536	1.5%
0.004	452	1.3%
0.005	408	1.2%
0.006	356	1.0%
0.007	324	0.9%
0.008	306	0.9%
0.009	288	0.8%
Other values (1488)	17706	50.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12548	35.8%
0.001	1466	4.2%
0.002	650	1.9%
0.003	536	1.5%
0.004	452	1.3%
0.005	408	1.2%
0.006	356	1.0%
0.007	324	0.9%
0.008	306	0.9%
0.009	288	0.8%

Value	Count	Frequency (%)
4.809	2	< 0.1%
4.699	2	< 0.1%
4.6	2	< 0.1%
4.46	2	< 0.1%
4.457	2	< 0.1%
4.413	2	< 0.1%
4.324	2	< 0.1%
4.182	2	< 0.1%
4.092	2	< 0.1%
4.051	2	< 0.1%

ACF and PACF

WS_F
Numeric time series

NON STATIONARY SEASONAL

Distinct	3072
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2076588
Minimum	0.008
Maximum	5.673
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	0.008
5-th percentile	0.36595
Q1	0.76275
median	1.14
Q3	1.568
95-th percentile	2.26605
Maximum	5.673
Range	5.665
Interquartile range (IQR)	0.80525

Descriptive statistics

Standard deviation	0.60249732
Coefficient of variation (CV)	0.49889699
Kurtosis	1.4436392
Mean	1.2076588
Median Absolute Deviation (MAD)	0.4
Skewness	0.84422912
Sum	42316.363
Variance	0.36300302
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.115	38	0.1%
0.803	38	0.1%
0.833	37	0.1%
0.92	37	0.1%
0.805	36	0.1%
1.344	35	0.1%
1.016	35	0.1%
0.926	35	0.1%
0.913	35	0.1%
0.978	34	0.1%
Other values (3062)	34680	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.008	1	< 0.1%
0.019	2	< 0.1%
0.02	1	< 0.1%
0.021	1	< 0.1%
0.022	1	< 0.1%
0.023	2	< 0.1%
0.024	1	< 0.1%
0.025	1	< 0.1%
0.028	1	< 0.1%
0.029	1	< 0.1%

Value	Count	Frequency (%)
5.673	1	< 0.1%
5.546	1	< 0.1%
4.907	1	< 0.1%
4.843	1	< 0.1%
4.842	1	< 0.1%
4.757	2	< 0.1%
4.73	1	< 0.1%
4.695	1	< 0.1%
4.685	1	< 0.1%
4.634	1	< 0.1%

ACF and PACF

WD
Real number (ℝ)

Distinct	26446
Distinct (%)	> 99.9%
Missing	8593
Missing (%)	24.5%
Infinite	0
Infinite (%)	0.0%
Mean	181.73394

Minimum	0.008075
Maximum	359.98886
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	0.008075
5-th percentile	10.96195
Q1	73.992747
median	183.99887
Q3	287.48155
95-th percentile	349.09364
Maximum	359.98886
Range	359.98078
Interquartile range (IQR)	213.48881

Descriptive statistics

Standard deviation	113.44844
Coefficient of variation (CV)	0.62425566
Kurtosis	-1.3580073
Mean	181.73394
Median Absolute Deviation (MAD)	106.17482
Skewness	-0.03330385
Sum	4806317.4
Variance	12870.548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
258.731408	2	< 0.1%
22.20081	1	< 0.1%
23.17391	1	< 0.1%
121.964815	1	< 0.1%
115.296494	1	< 0.1%
116.051932	1	< 0.1%
80.333305	1	< 0.1%
64.344576	1	< 0.1%
112.225019	1	< 0.1%
130.939517	1	< 0.1%
Other values (26436)	26436	75.4%
(Missing)	8593	24.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.008075	1	< 0.1%
0.021357	1	< 0.1%
0.021952	1	< 0.1%
0.02582	1	< 0.1%
0.036169	1	< 0.1%
0.036819	1	< 0.1%
0.050894	1	< 0.1%
0.054755	1	< 0.1%
0.063642	1	< 0.1%
0.068249	1	< 0.1%

Value	Count	Frequency (%)
359.988858	1	< 0.1%
359.982808	1	< 0.1%
359.980591	1	< 0.1%
359.974032	1	< 0.1%
359.973113	1	< 0.1%
359.969801	1	< 0.1%
359.959045	1	< 0.1%
359.952244	1	< 0.1%
359.946123	1	< 0.1%
359.916635	1	< 0.1%

USTAR
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25434
Distinct (%)	96.2%
Missing	8593
Missing (%)	24.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.18715402

Minimum	0.004563
Maximum	1.279706
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	0.004563
5-th percentile	0.0477663
Q1	0.0943755
median	0.153543
Q3	0.248674
95-th percentile	0.4346851
Maximum	1.279706
Range	1.275143
Interquartile range (IQR)	0.1542985

Descriptive statistics

Standard deviation	0.12554928
Coefficient of variation (CV)	0.67083403
Kurtosis	2.7086837
Mean	0.18715402
Median Absolute Deviation (MAD)	0.06968
Skewness	1.4165681
Sum	4949.6623
Variance	0.015762622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.098258	4	< 0.1%
0.15301	3	< 0.1%
0.126712	3	< 0.1%
0.146817	3	< 0.1%
0.102988	3	< 0.1%
0.121178	3	< 0.1%
0.211469	3	< 0.1%
0.140049	3	< 0.1%
0.107363	3	< 0.1%
0.068046	3	< 0.1%
Other values (25424)	26416	75.4%
(Missing)	8593	24.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.004563	1	< 0.1%
0.008137	1	< 0.1%
0.008502	1	< 0.1%
0.008564	1	< 0.1%
0.008937	1	< 0.1%
0.009629	1	< 0.1%
0.009768	1	< 0.1%
0.010033	1	< 0.1%
0.010819	1	< 0.1%
0.011025	1	< 0.1%

Value	Count	Frequency (%)
1.279706	1	< 0.1%
1.113754	1	< 0.1%
1.088441	1	< 0.1%
1.009235	1	< 0.1%
0.953634	1	< 0.1%
0.934259	1	< 0.1%
0.923364	1	< 0.1%
0.913306	1	< 0.1%
0.906874	1	< 0.1%
0.905238	1	< 0.1%

RH
Numeric time series

HIGH CORRELATION MISSING NON STATIONARY SEASONAL

Distinct	16106
Distinct (%)	47.4%
Missing	1047
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	90.542143
Minimum	36.811
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	36.811
5-th percentile	66.3226
Q1	83.427
median	96.189
Q3	100
95-th percentile	100
Maximum	100
Range	63.189
Interquartile range (IQR)	16.573

Descriptive statistics

Standard deviation	11.79846
Coefficient of variation (CV)	0.13030904
Kurtosis	0.67773745
Mean	90.542143
Median Absolute Deviation (MAD)	3.811
Skewness	-1.2249859
Sum	3077799.1
Variance	139.20365
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.241554615 × 10^-26

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11997	34.2%
96.481	7	< 0.1%
99.106	7	< 0.1%
98.418	7	< 0.1%
99.003	7	< 0.1%
99.727	7	< 0.1%
99.861	6	< 0.1%
98.758	6	< 0.1%
99.666	6	< 0.1%
97.266	6	< 0.1%
Other values (16096)	21937	62.6%
(Missing)	1047	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.811	1	< 0.1%
36.885	1	< 0.1%
37.022	1	< 0.1%
38.171	1	< 0.1%
38.223	1	< 0.1%
38.328	1	< 0.1%
38.442	1	< 0.1%
39.541	1	< 0.1%
39.792	1	< 0.1%
39.972	1	< 0.1%

Value	Count	Frequency (%)
100	11997	34.2%
99.999	2	< 0.1%
99.998	2	< 0.1%
99.997	2	< 0.1%
99.996	2	< 0.1%
99.995	3	< 0.1%
99.994	1	< 0.1%
99.993	2	< 0.1%
99.992	5	< 0.1%
99.991	1	< 0.1%

ACF and PACF

NETRAD
Numeric time series

HIGH CORRELATION MISSING NON STATIONARY SEASONAL

Distinct	29151
Distinct (%)	85.8%
Missing	1047
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	111.22197
Minimum	-152.4
Maximum	909.27
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	-152.4
5-th percentile	-35.9394
Q1	-22.615
median	-8.8212
Q3	203.38
95-th percentile	570.196
Maximum	909.27
Range	1061.67
Interquartile range (IQR)	225.995

Descriptive statistics

Standard deviation	203.94268
Coefficient of variation (CV)	1.8336546
Kurtosis	0.9950937
Mean	111.22197
Median Absolute Deviation (MAD)	24.8158
Skewness	1.458291
Sum	3780768.5
Variance	41592.618
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.918101231 × 10^-30

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-19.033	6	< 0.1%
-10.964	5	< 0.1%
-22.832	5	< 0.1%
-14.07	5	< 0.1%
-16.722	5	< 0.1%
-19.09	5	< 0.1%
-17.621	5	< 0.1%
-23.687	5	< 0.1%
-18.917	5	< 0.1%
-18.059	5	< 0.1%
Other values (29141)	33942	96.9%
(Missing)	1047	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-152.4	1	< 0.1%
-135.96	1	< 0.1%
-120.49	1	< 0.1%
-117.79	1	< 0.1%
-115.43	1	< 0.1%
-91.103	1	< 0.1%
-90.426	1	< 0.1%
-89.923	1	< 0.1%
-89.605	1	< 0.1%
-88.918	1	< 0.1%

Value	Count	Frequency (%)
909.27	1	< 0.1%
897.28	1	< 0.1%
872.21	1	< 0.1%
869.89	1	< 0.1%
869.53	1	< 0.1%
859.75	1	< 0.1%
859.23	1	< 0.1%
850.16	1	< 0.1%
848.5	1	< 0.1%
847.78	1	< 0.1%

ACF and PACF

PPFD_IN
Numeric time series

HIGH CORRELATION MISSING NON STATIONARY SEASONAL ZEROS

Distinct	9362
Distinct (%)	27.5%
Missing	1047
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	330.4119
Minimum	0
Maximum	2194
Zeros	355
Zeros (%)	1.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004
Q1	0.031
median	8.55
Q3	582.5
95-th percentile	1396
Maximum	2194
Range	2194
Interquartile range (IQR)	582.469

Descriptive statistics

Standard deviation	482.39643
Coefficient of variation (CV)	1.459985
Kurtosis	0.70902161
Mean	330.4119
Median Absolute Deviation (MAD)	8.549
Skewness	1.366303
Sum	11231692
Variance	232706.32
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.004399586 × 10^-29

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003	523	1.5%
0.004	518	1.5%
0.005	440	1.3%
0.007	431	1.2%
0.008	413	1.2%
0.01	372	1.1%
0.006	365	1.0%
0.009	361	1.0%
0	355	1.0%
0.011	343	1.0%
Other values (9352)	29872	85.3%
(Missing)	1047	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	355	1.0%
0.001	342	1.0%
0.002	329	0.9%
0.003	523	1.5%
0.004	518	1.5%
0.005	440	1.3%
0.006	365	1.0%
0.007	431	1.2%
0.008	413	1.2%
0.009	361	1.0%

Value	Count	Frequency (%)
2194	1	< 0.1%
2127	1	< 0.1%
2097	1	< 0.1%
2072	1	< 0.1%
2050	1	< 0.1%
2041	1	< 0.1%
2040	1	< 0.1%
2018	1	< 0.1%
2013	1	< 0.1%
2012	1	< 0.1%

ACF and PACF

CO2_F_MDS
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	28581
Distinct (%)	81.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	434.23104
Minimum	321.683
Maximum	838.597
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	321.683
5-th percentile	384.54885
Q1	413.60125
median	429.09
Q3	453.9675
95-th percentile	492.60335
Maximum	838.597
Range	516.914
Interquartile range (IQR)	40.36625

Descriptive statistics

Standard deviation	33.190443
Coefficient of variation (CV)	0.076434984
Kurtosis	4.5605365
Mean	434.23104
Median Absolute Deviation (MAD)	19.3645
Skewness	1.0724992
Sum	15215456
Variance	1101.6055
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.285986853 × 10^-15

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
426.082	163	0.5%
421.601	75	0.2%
417.119	67	0.2%
418.198	58	0.2%
425.222	39	0.1%
424.864	30	0.1%
421.129	21	0.1%
420.403	18	0.1%
411.726	17	< 0.1%
457.838	16	< 0.1%
Other values (28571)	34536	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
321.683	1	< 0.1%
346.255	1	< 0.1%
357.237	1	< 0.1%
364.323	1	< 0.1%
365.376	1	< 0.1%
365.622	1	< 0.1%
365.98	1	< 0.1%
366.096	1	< 0.1%
366.162	1	< 0.1%
366.339	1	< 0.1%

Value	Count	Frequency (%)
838.597	1	< 0.1%
811.655	1	< 0.1%
773.951	1	< 0.1%
758.623	1	< 0.1%
754.613	1	< 0.1%
744.193	1	< 0.1%
741.43	1	< 0.1%
725.891	1	< 0.1%
704.145	1	< 0.1%
702.647	1	< 0.1%

ACF and PACF

TS_F_MDS_1
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	4529
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.218508
Minimum	20.19
Maximum	28.167
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	20.19
5-th percentile	23.961
Q1	24.589
median	25.094
Q3	25.836
95-th percentile	26.83705
Maximum	28.167
Range	7.977
Interquartile range (IQR)	1.247

Descriptive statistics

Standard deviation	0.90980338
Coefficient of variation (CV)	0.036076812
Kurtosis	0.44086817
Mean	25.218508
Median Absolute Deviation (MAD)	0.5975
Skewness	0.14770953
Sum	883656.51
Variance	0.82774218
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.014671542 × 10^-18

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.863	29	0.1%
24.759	28	0.1%
24.829	28	0.1%
24.767	28	0.1%
24.822	28	0.1%
24.8	27	0.1%
24.764	27	0.1%
24.706	27	0.1%
24.824	26	0.1%
24.558	26	0.1%
Other values (4519)	34766	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.19	1	< 0.1%
20.231	1	< 0.1%
20.271	1	< 0.1%
20.295	1	< 0.1%
20.401	1	< 0.1%
20.468	1	< 0.1%
20.495	1	< 0.1%
20.535	1	< 0.1%
20.718	1	< 0.1%
20.732	1	< 0.1%

Value	Count	Frequency (%)
28.167	1	< 0.1%
28.132	1	< 0.1%
28.121	1	< 0.1%
28.116	3	< 0.1%
28.097	1	< 0.1%
28.075	1	< 0.1%
28.072	1	< 0.1%
28.049	1	< 0.1%
28.028	1	< 0.1%
28.025	1	< 0.1%

ACF and PACF

LE_F_MDS
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	30957
Distinct (%)	88.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	79.637565
Minimum	-890.726
Maximum	830.368
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	-890.726
5-th percentile	-2.6288525
Q1	3.3942525
median	11.4519
Q3	143.134
95-th percentile	316.453
Maximum	830.368
Range	1721.094
Interquartile range (IQR)	139.73975

Descriptive statistics

Standard deviation	113.04862
Coefficient of variation (CV)	1.4195388
Kurtosis	1.3842666
Mean	79.637565
Median Absolute Deviation (MAD)	12.930035
Skewness	1.3516473
Sum	2790500.3
Variance	12779.99
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.312712337 × 10^-28

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.1706	46	0.1%
55.1871	40	0.1%
1.78686	34	0.1%
110.997	32	0.1%
2.95633	31	0.1%
0.997849	30	0.1%
59.0961	24	0.1%
3.37933	21	0.1%
0.935616	19	0.1%
95.9957	19	0.1%
Other values (30947)	34744	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-890.726	1	< 0.1%
-494.091	1	< 0.1%
-449.292	1	< 0.1%
-372.329	1	< 0.1%
-348.285	1	< 0.1%
-342.982	1	< 0.1%
-338.116	1	< 0.1%
-319.788	1	< 0.1%
-293.665	1	< 0.1%
-268.709	1	< 0.1%

Value	Count	Frequency (%)
830.368	1	< 0.1%
718.51	1	< 0.1%
658.975	1	< 0.1%
651.613	1	< 0.1%
648.057	1	< 0.1%
639.812	1	< 0.1%
638.122	1	< 0.1%
630.574	1	< 0.1%
625.612	1	< 0.1%
624.827	1	< 0.1%

ACF and PACF

H_F_MDS
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	31357
Distinct (%)	89.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.441388
Minimum	-67.5852
Maximum	233.211
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	-67.5852
5-th percentile	-7.7171515
Q1	-3.2009475
median	-1.019835
Q3	21.7344
95-th percentile	85.82377
Maximum	233.211
Range	300.7962
Interquartile range (IQR)	24.935347

Descriptive statistics

Standard deviation	31.409595
Coefficient of variation (CV)	2.1749707
Kurtosis	3.7858816
Mean	14.441388
Median Absolute Deviation (MAD)	3.643925
Skewness	1.9649931
Sum	506026.23
Variance	986.56266
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.367832088 × 10^-29

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.10108	34	0.1%
2.02778	34	0.1%
-12.1429	32	0.1%
-3.91578	31	0.1%
-1.95131	27	0.1%
-7.68574	24	0.1%
-5.96818	22	0.1%
-3.88611	21	0.1%
98.1487	21	0.1%
14.4101	19	0.1%
Other values (31347)	34775	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-67.5852	1	< 0.1%
-62.0882	1	< 0.1%
-59.145	1	< 0.1%
-58.2684	1	< 0.1%
-57.1396	1	< 0.1%
-53.2815	1	< 0.1%
-53.2095	1	< 0.1%
-52.1135	1	< 0.1%
-50.7903	1	< 0.1%
-49.3939	1	< 0.1%

Value	Count	Frequency (%)
233.211	1	< 0.1%
206.889	2	< 0.1%
204.781	1	< 0.1%
203.388	1	< 0.1%
198.956	2	< 0.1%
195.864	1	< 0.1%
194.524	1	< 0.1%
194.379	1	< 0.1%
189.244	1	< 0.1%
185.809	1	< 0.1%

ACF and PACF

NIGHT
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.48204909
Minimum	0
Maximum	1
Zeros	18149
Zeros (%)	51.8%
Memory size	273.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49968479
Coefficient of variation (CV)	1.0365849
Kurtosis	-1.994951
Mean	0.48204909
Median Absolute Deviation (MAD)	0
Skewness	0.071853049
Sum	16891
Variance	0.24968489
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.01209963329

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	18149	51.8%
1	16891	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18149	51.8%
1	16891	48.2%

Value	Count	Frequency (%)
1	16891	48.2%
0	18149	51.8%

ACF and PACF

NPP_DT_VUT_MEAN
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	34996
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9156691
Minimum	-14.983349
Maximum	44.38187
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	-14.983349
5-th percentile	-10.346075
Q1	-7.5224222
median	-4.9035614
Q3	10.141305
95-th percentile	21.792095
Maximum	44.38187
Range	59.365219
Interquartile range (IQR)	17.663727

Descriptive statistics

Standard deviation	11.029131
Coefficient of variation (CV)	12.044888
Kurtosis	-0.55408224
Mean	0.9156691
Median Absolute Deviation (MAD)	4.464552
Skewness	0.84680023
Sum	32085.045
Variance	121.64174
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.337068955 × 10^-25

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.7545	2	< 0.1%
10.3963	2	< 0.1%
23.8708	2	< 0.1%
6.27842	2	< 0.1%
15.2212	2	< 0.1%
18.67425	2	< 0.1%
-5.53233	2	< 0.1%
12.846	2	< 0.1%
-4.3723	2	< 0.1%
6.0224	2	< 0.1%
Other values (34986)	35020	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.98334882	1	< 0.1%
-14.86877267	1	< 0.1%
-14.8506271	1	< 0.1%
-14.84780343	1	< 0.1%
-14.81002648	1	< 0.1%
-14.80620371	1	< 0.1%
-14.80299821	1	< 0.1%
-14.78890102	1	< 0.1%
-14.77209508	1	< 0.1%
-14.76874927	1	< 0.1%

Value	Count	Frequency (%)
44.38187	1	< 0.1%
40.8644	1	< 0.1%
39.52697	1	< 0.1%
38.69425	1	< 0.1%
38.34727	1	< 0.1%
37.7322	1	< 0.1%
37.4525	1	< 0.1%
37.435	1	< 0.1%
37.4206	1	< 0.1%
37.1546	1	< 0.1%

ACF and PACF

Year
Numeric time series

NON STATIONARY SEASONAL

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2018.5
Minimum	2018
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	2018
5-th percentile	2018
Q1	2018
median	2018.5
Q3	2019
95-th percentile	2019
Maximum	2019
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.50000713
Coefficient of variation (CV)	0.00024771223
Kurtosis	-2.0001142
Mean	2018.5
Median Absolute Deviation (MAD)	0.5
Skewness	0
Sum	70728240
Variance	0.25000713
Monotonicity	Increasing
Augmented Dickey-Fuller test p-value	0.7532747104

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
2018	17520	50.0%
2019	17520	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2018	17520	50.0%
2019	17520	50.0%

Value	Count	Frequency (%)
2019	17520	50.0%
2018	17520	50.0%

ACF and PACF

Month
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.5260274
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4479005
Coefficient of variation (CV)	0.52833068
Kurtosis	-1.207053
Mean	6.5260274
Median Absolute Deviation (MAD)	3
Skewness	-0.010456852
Sum	228672
Variance	11.888018
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4100461101

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	2976	8.5%
3	2976	8.5%
5	2976	8.5%
7	2976	8.5%
8	2976	8.5%
10	2976	8.5%
12	2976	8.5%
4	2880	8.2%
6	2880	8.2%
9	2880	8.2%
Other values (2)	5568	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2976	8.5%
2	2688	7.7%
3	2976	8.5%
4	2880	8.2%
5	2976	8.5%
6	2880	8.2%
7	2976	8.5%
8	2976	8.5%
9	2880	8.2%
10	2976	8.5%

Value	Count	Frequency (%)
12	2976	8.5%
11	2880	8.2%
10	2976	8.5%
9	2880	8.2%
8	2976	8.5%
7	2976	8.5%
6	2880	8.2%
5	2976	8.5%
4	2880	8.2%
3	2976	8.5%

ACF and PACF

DoY
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	365
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	183
Minimum	1
Maximum	365
Zeros	0
Zeros (%)	0.0%
Memory size	273.9 KiB

Quantile statistics

Minimum	1
5-th percentile	19
Q1	92
median	183
Q3	274
95-th percentile	347
Maximum	365
Range	364
Interquartile range (IQR)	182

Descriptive statistics

Standard deviation	105.36753
Coefficient of variation (CV)	0.57577886
Kurtosis	-1.200018
Mean	183
Median Absolute Deviation (MAD)	91
Skewness	0
Sum	6412320
Variance	11102.317
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4146540776

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	96	0.3%
252	96	0.3%
250	96	0.3%
249	96	0.3%
248	96	0.3%
247	96	0.3%
246	96	0.3%
245	96	0.3%
244	96	0.3%
243	96	0.3%
Other values (355)	34080	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	96	0.3%
2	96	0.3%
3	96	0.3%
4	96	0.3%
5	96	0.3%
6	96	0.3%
7	96	0.3%
8	96	0.3%
9	96	0.3%
10	96	0.3%

Value	Count	Frequency (%)
365	96	0.3%
364	96	0.3%
363	96	0.3%
362	96	0.3%
361	96	0.3%
360	96	0.3%
359	96	0.3%
358	96	0.3%
357	96	0.3%
356	96	0.3%

ACF and PACF

Auto

Heatmap
Table

	TA_F_MDS	SW_IN_POT	SW_IN_F_MDS	LW_IN_F	LW_IN_JSB_F	VPD_ERA	VPD_F	PA_ERA	P_F	WS_F	WD	USTAR	RH	NETRAD	PPFD_IN	CO2_F_MDS	TS_F_MDS_1	LE_F_MDS	H_F_MDS	NIGHT	NPP_DT_VUT_MEAN	Year	Month	DoY
TA_F_MDS	1.000	0.552	0.506	0.395	0.686	0.780	0.872	-0.294	0.204	0.007	-0.204	0.333	-0.872	0.474	0.548	-0.588	0.825	0.572	0.484	-0.467	0.486	0.011	-0.024	-0.023
SW_IN_POT	0.552	1.000	0.910	0.591	0.303	0.669	0.626	0.140	0.455	0.007	-0.188	0.550	-0.625	0.868	0.911	-0.414	0.625	0.814	0.735	-0.918	0.864	0.000	-0.003	-0.003
SW_IN_F_MDS	0.506	0.910	1.000	0.534	0.185	0.603	0.574	0.135	0.418	-0.004	-0.162	0.527	-0.574	0.872	0.873	-0.415	0.571	0.792	0.724	-0.863	0.850	0.140	0.025	0.025
LW_IN_F	0.395	0.591	0.534	1.000	0.315	0.382	0.344	-0.128	0.537	0.028	-0.118	0.373	-0.334	0.543	0.520	-0.270	0.566	0.476	0.428	-0.519	0.483	0.092	-0.040	-0.036
LW_IN_JSB_F	0.686	0.303	0.185	0.315	1.000	0.490	0.512	-0.320	0.158	0.016	-0.129	0.147	-0.498	0.178	0.231	-0.372	0.595	0.270	0.201	-0.255	0.216	-0.012	-0.066	-0.067
VPD_ERA	0.780	0.669	0.603	0.382	0.490	1.000	0.819	-0.149	0.219	0.072	-0.189	0.422	-0.817	0.549	0.620	-0.610	0.807	0.638	0.520	-0.580	0.556	-0.014	0.004	0.002
VPD_F	0.872	0.626	0.574	0.344	0.512	0.819	1.000	-0.126	0.193	0.032	-0.190	0.380	-0.999	0.537	0.623	-0.635	0.721	0.655	0.541	-0.543	0.563	-0.088	-0.010	-0.010
PA_ERA	-0.294	0.140	0.135	-0.128	-0.320	-0.149	-0.126	1.000	0.076	-0.063	0.056	0.049	0.116	0.141	0.085	0.182	-0.344	0.074	0.144	-0.062	0.199	0.036	-0.034	-0.034
P_F	0.204	0.455	0.418	0.537	0.158	0.219	0.193	0.076	1.000	0.033	-0.070	0.320	-0.186	0.450	0.383	-0.194	0.361	0.366	0.340	-0.395	0.392	0.028	-0.056	-0.053
WS_F	0.007	0.007	-0.004	0.028	0.016	0.072	0.032	-0.063	0.033	1.000	0.173	0.309	-0.034	-0.020	-0.013	-0.118	0.059	0.045	-0.073	0.002	-0.009	0.045	-0.000	-0.000
WD	-0.204	-0.188	-0.162	-0.118	-0.129	-0.189	-0.190	0.056	-0.070	0.173	1.000	-0.034	0.188	-0.178	-0.180	0.082	-0.197	-0.192	-0.148	0.159	-0.150	0.045	0.040	0.043
USTAR	0.333	0.550	0.527	0.373	0.147	0.422	0.380	0.049	0.320	0.309	-0.034	1.000	-0.378	0.540	0.521	-0.319	0.426	0.582	0.367	-0.496	0.510	0.006	-0.015	-0.014
RH	-0.872	-0.625	-0.574	-0.334	-0.498	-0.817	-0.999	0.116	-0.186	-0.034	0.188	-0.378	1.000	-0.535	-0.622	0.637	-0.710	-0.654	-0.541	0.541	-0.562	0.091	0.012	0.012
NETRAD	0.474	0.868	0.872	0.543	0.178	0.549	0.537	0.141	0.450	-0.020	-0.178	0.540	-0.535	1.000	0.845	-0.330	0.543	0.791	0.724	-0.787	0.822	0.009	-0.018	-0.017
PPFD_IN	0.548	0.911	0.873	0.520	0.231	0.620	0.623	0.085	0.383	-0.013	-0.180	0.521	-0.622	0.845	1.000	-0.375	0.585	0.792	0.715	-0.864	0.817	-0.064	0.095	0.096
CO2_F_MDS	-0.588	-0.414	-0.415	-0.270	-0.372	-0.610	-0.635	0.182	-0.194	-0.118	0.082	-0.319	0.637	-0.330	-0.375	1.000	-0.554	-0.458	-0.318	0.352	-0.342	-0.145	-0.178	-0.180
TS_F_MDS_1	0.825	0.625	0.571	0.566	0.595	0.807	0.721	-0.344	0.361	0.059	-0.197	0.426	-0.710	0.543	0.585	-0.554	1.000	0.586	0.474	-0.551	0.502	0.049	-0.002	-0.001
LE_F_MDS	0.572	0.814	0.792	0.476	0.270	0.638	0.655	0.074	0.366	0.045	-0.192	0.582	-0.654	0.791	0.792	-0.458	0.586	1.000	0.607	-0.715	0.773	-0.029	-0.008	-0.008
H_F_MDS	0.484	0.735	0.724	0.428	0.201	0.520	0.541	0.144	0.340	-0.073	-0.148	0.367	-0.541	0.724	0.715	-0.318	0.474	0.607	1.000	-0.609	0.714	-0.003	-0.036	-0.034
NIGHT	-0.467	-0.918	-0.863	-0.519	-0.255	-0.580	-0.543	-0.062	-0.395	0.002	0.159	-0.496	0.541	-0.787	-0.864	0.352	-0.551	-0.715	-0.609	1.000	-0.780	-0.000	0.004	0.004
NPP_DT_VUT_MEAN	0.486	0.864	0.850	0.483	0.216	0.556	0.563	0.199	0.392	-0.009	-0.150	0.510	-0.562	0.822	0.817	-0.342	0.502	0.773	0.714	-0.780	1.000	0.019	-0.071	-0.070
Year	0.011	0.000	0.140	0.092	-0.012	-0.014	-0.088	0.036	0.028	0.045	0.045	0.006	0.091	0.009	-0.064	-0.145	0.049	-0.029	-0.003	-0.000	0.019	1.000	0.000	0.000
Month	-0.024	-0.003	0.025	-0.040	-0.066	0.004	-0.010	-0.034	-0.056	-0.000	0.040	-0.015	0.012	-0.018	0.095	-0.178	-0.002	-0.008	-0.036	0.004	-0.071	0.000	1.000	0.997
DoY	-0.023	-0.003	0.025	-0.036	-0.067	0.002	-0.010	-0.034	-0.053	-0.000	0.043	-0.014	0.012	-0.017	0.096	-0.180	-0.001	-0.008	-0.034	0.004	-0.070	0.000	0.997	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	TIMESTAMP_START	TA_F_MDS	SW_IN_F_MDS	LW_IN_F	LW_IN_JSB_F	VPD_ERA	VPD_F	PA_ERA	P_F	WS_F	WD	USTAR	RH	NETRAD	PPFD_IN	CO2_F_MDS	TS_F_MDS_1	LE_F_MDS	H_F_MDS	NIGHT	NPP_DT_VUT_MEAN	Year	Month	DoY
0	2018-01-01 00:00:00	24.196	0.000	411.887	479.338	1.105	1.136	98.830	0.048	1.091	<NA>	<NA>	<NA>	<NA>	<NA>	443.979	24.474	7.21952	-4.53360	1	-8.224040	2018	1	1
1	2018-01-01 00:30:00	24.195	0.000	411.887	479.348	0.889	1.130	98.793	0.048	0.952	<NA>	<NA>	<NA>	<NA>	<NA>	443.979	24.410	7.21952	-4.47688	1	-8.223680	2018	1	1
2	2018-01-01 01:00:00	23.180	0.082	415.333	471.456	0.672	0.024	98.756	0.104	1.459	245.849274	0.084409	99.914	-21.695	0.014	454.899	24.345	9.34216	-2.80919	1	-7.855525	2018	1	1
3	2018-01-01 01:30:00	22.739	0.082	415.333	466.873	0.630	0.064	98.725	0.104	1.830	272.032812	0.251494	99.768	-19.887	0.014	451.784	24.281	6.72959	5.66948	1	-7.705405	2018	1	1
4	2018-01-01 02:00:00	22.537	0.085	411.126	464.985	0.588	0.000	98.695	0.068	1.438	275.297569	0.208431	100.0	-17.955	0.013	451.784	24.241	6.72959	4.18561	1	-7.636796	2018	1	1
5	2018-01-01 02:30:00	22.515	0.083	411.126	464.762	0.455	0.000	98.684	0.068	0.951	309.508008	0.148144	100.0	-15.902	0.014	451.784	24.202	6.72959	2.95287	1	-7.629775	2018	1	1
6	2018-01-01 03:00:00	22.500	0.083	409.370	464.568	0.321	0.017	98.673	0.014	1.290	308.919281	0.135753	99.936	-20.226	0.014	451.784	24.252	6.72959	-4.08673	1	-7.624735	2018	1	1
7	2018-01-01 03:30:00	22.504	0.082	409.370	464.169	0.323	0.198	98.660	0.014	0.965	334.830273	0.065936	99.275	-23.598	0.013	451.784	24.302	6.72959	-4.08673	1	-7.626255	2018	1	1
8	2018-01-01 04:00:00	22.728	0.080	416.003	466.817	0.325	0.041	98.647	0.000	0.877	2.383067	0.05757	99.851	-17.088	0.016	451.784	24.524	6.72959	-3.86734	1	-7.702044	2018	1	1
9	2018-01-01 04:30:00	22.667	0.080	416.003	466.299	1.049	0.000	98.678	0.000	0.556	41.499317	0.086065	100.0	-26.14	0.014	451.784	24.747	6.72959	-3.89366	1	-7.681454	2018	1	1

	TIMESTAMP_START	TA_F_MDS	SW_IN_F_MDS	LW_IN_F	LW_IN_JSB_F	VPD_ERA	VPD_F	PA_ERA	P_F	WS_F	WD	USTAR	RH	NETRAD	PPFD_IN	CO2_F_MDS	TS_F_MDS_1	LE_F_MDS	H_F_MDS	NIGHT	NPP_DT_VUT_MEAN	Year	Month	DoY
35030	2019-12-31 19:00:00	28.747	0.046	421.850	475.705	5.867	6.532	98.423	0.000	1.813	87.022772	0.050286	83.458	-25.419	0.01	379.118	25.883	-10.747200	2.80983	1	-11.271773	2019	12	365
35031	2019-12-31 19:30:00	28.027	0.057	421.850	472.049	5.442	4.565	98.489	0.000	1.497	85.561112	0.145544	87.944	-25.662	0.01	385.209	25.838	-18.210900	8.70377	1	-10.907352	2019	12	365
35032	2019-12-31 20:00:00	27.846	0.056	422.525	469.099	5.017	5.077	98.554	0.053	1.564	108.994565	0.069161	86.451	-15.717	0.009	383.535	25.728	-2.664750	-0.15918	1	-10.817372	2019	12	365
35033	2019-12-31 20:30:00	27.498	0.054	422.525	467.734	4.503	3.969	98.616	0.053	3.011	78.294518	0.174406	89.191	-53.687	0.01	398.966	25.619	-2.530540	-3.91131	1	-10.645512	2019	12	365
35034	2019-12-31 21:00:00	26.664	0.060	420.736	463.823	3.989	1.678	98.677	0.021	2.376	78.451854	0.218335	95.202	-24.823	0.011	409.780	25.684	16.530700	-9.18897	1	-10.239091	2019	12	365
35035	2019-12-31 21:30:00	26.272	0.059	420.736	458.533	3.824	2.344	98.703	0.021	2.022	18.548674	0.291383	93.141	-18.625	0.042	401.857	25.749	5.916690	-3.61120	1	-10.051711	2019	12	365
35036	2019-12-31 22:00:00	25.482	0.057	424.043	452.238	3.659	1.581	98.728	0.175	1.238	12.219858	0.126487	95.151	-24.162	0.012	389.175	25.640	6.288130	-3.64064	1	-9.680612	2019	12	365
35037	2019-12-31 22:30:00	25.168	0.055	424.043	450.650	3.430	0.860	98.726	0.175	0.759	2.831947	0.160853	97.314	-17.387	0.012	390.326	25.531	6.421760	-3.69184	1	-9.535602	2019	12	365
35038	2019-12-31 23:00:00	24.900	0.062	420.047	448.574	3.200	0.603	98.723	0.054	0.478	16.529104	0.124983	98.087	-17.12	0.018	397.242	25.453	6.451640	-3.47510	1	-9.411851	2019	12	365
35039	2019-12-31 23:30:00	24.660	0.084	420.047	446.705	2.837	0.384	98.699	0.054	0.685	192.464437	0.121484	98.762	-20.452	0.012	398.450	25.375	0.971293	-4.73520	1	-9.299978	2019	12	365

Overview

Variables

Interactions

Correlations

Missing values

Sample